{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 21: Constraints on Return and Risk Measures\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9759%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2409%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4864%</td>\n",
       "      <td>-1.5878%</td>\n",
       "      <td>0.2411%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7652%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9035%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9770%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0410%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0019%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6036%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3384%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0331%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9918%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0257%  0.4057%  0.4035%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4864% -1.5878%  0.2411% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9770% -1.2207%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6036% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3384%  0.1692% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9483% -1.1953%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8855% -4.6058% -2.5394%  ... -2.2066% -3.0309% -1.0410%   \n",
       "2016-01-08 -1.6402% -1.7642% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0331%  ...  1.6436%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9759%  0.6987%  1.7539% -0.1730%  0.2409%  1.3734% -1.0857%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7652% -3.0048% -0.9035% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0019%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9918%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Variance Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Sharpe ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1590%</td>\n",
       "      <td>11.5018%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.4807%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.8194%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.8263%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.1805%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.2740%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.1590% 11.5018% 0.0000% 0.0000% 8.4807% 0.0000% 3.8194%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 10.8263% 0.0000% 0.0000% 0.0000% 0.0000% 7.1805%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 4.2740% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Calculate Efficient Frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.2377%</td>\n",
       "      <td>4.3880%</td>\n",
       "      <td>2.1296%</td>\n",
       "      <td>6.9906%</td>\n",
       "      <td>3.2270%</td>\n",
       "      <td>0.0742%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.8447%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.4528%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.9247%</td>\n",
       "      <td>0.1681%</td>\n",
       "      <td>6.5902%</td>\n",
       "      <td>4.0900%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.2768%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.0125%</td>\n",
       "      <td>8.4903%</td>\n",
       "      <td>0.7981%</td>\n",
       "      <td>1.6844%</td>\n",
       "      <td>8.5600%</td>\n",
       "      <td>2.1529%</td>\n",
       "      <td>1.3613%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0445%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.4495%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.2100%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.5815%</td>\n",
       "      <td>5.5235%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.7591%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.8165%</td>\n",
       "      <td>9.3711%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.1980%</td>\n",
       "      <td>9.1477%</td>\n",
       "      <td>1.7065%</td>\n",
       "      <td>1.7396%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0872%</td>\n",
       "      <td>...</td>\n",
       "      <td>14.2327%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.4848%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.1002%</td>\n",
       "      <td>6.0539%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.0040%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.4305%</td>\n",
       "      <td>9.9328%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.5693%</td>\n",
       "      <td>9.5579%</td>\n",
       "      <td>1.0812%</td>\n",
       "      <td>1.9316%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>14.7707%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.6631%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.2578%</td>\n",
       "      <td>6.4249%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.2132%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.9343%</td>\n",
       "      <td>10.3864%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0003%</td>\n",
       "      <td>9.8875%</td>\n",
       "      <td>0.3998%</td>\n",
       "      <td>2.0811%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>15.1318%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0860%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.3463%</td>\n",
       "      <td>6.7109%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.2765%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE     HPQ  \\\n",
       "0 0.0000% 0.0000%  5.2377% 4.3880% 2.1296% 6.9906% 3.2270% 0.0742% 0.0000%   \n",
       "1 0.0000% 2.0125%  8.4903% 0.7981% 1.6844% 8.5600% 2.1529% 1.3613% 0.0000%   \n",
       "2 0.0000% 2.8165%  9.3711% 0.0000% 1.1980% 9.1477% 1.7065% 1.7396% 0.0000%   \n",
       "3 0.0000% 3.4305%  9.9328% 0.0000% 0.5693% 9.5579% 1.0812% 1.9316% 0.0000%   \n",
       "4 0.0000% 3.9343% 10.3864% 0.0000% 0.0003% 9.8875% 0.3998% 2.0811% 0.0000%   \n",
       "\n",
       "      JCI  ...       NI    PCAR      PSA     SEE       T     TGT     TMO  \\\n",
       "0 2.8447%  ... 11.4528% 0.0000% 14.9247% 0.1681% 6.5902% 4.0900% 0.0000%   \n",
       "1 1.0445%  ... 13.4495% 0.0000%  9.2100% 0.0000% 5.5815% 5.5235% 0.0000%   \n",
       "2 0.0872%  ... 14.2327% 0.0000%  6.4848% 0.0000% 5.1002% 6.0539% 0.0000%   \n",
       "3 0.0000%  ... 14.7707% 0.0000%  3.6631% 0.0000% 4.2578% 6.4249% 0.0000%   \n",
       "4 0.0000%  ... 15.1318% 0.0000%  1.0860% 0.0000% 3.3463% 6.7109% 0.0000%   \n",
       "\n",
       "      TXT      VZ    ZION  \n",
       "0 0.0000% 8.2768% 0.0000%  \n",
       "1 0.0000% 8.7591% 0.0000%  \n",
       "2 0.0000% 9.0040% 0.0000%  \n",
       "3 0.0000% 9.2132% 0.0000%  \n",
       "4 0.0000% 9.2765% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier in Std. Dev. dimension\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier in CVaR dimension\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm='CVaR',\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that in this case, the efficient frontier made using mean-variance optimization has a similar form when we plot it using CVaR as risk measure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier in Max Drawdown dimension\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm='MDD',\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that in this case, the efficient frontier made using mean-variance optimization looks like a snake when  we plot it using Max Drawdown as risk measure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Building Portfolios with Constraints on Return and Risk Measures\n",
    "\n",
    "### 3.1 Estimating Risk Limits for the Available Set of Assets\n",
    "\n",
    "This is the first step, we are going to estimate the min and max values for each risk measures. I recommend this step because in large scale problems is not practical to build the entire efficient frontier, it is faster to find the first and last point of the frontier for each risk measure. Using this portfolios we can find the lowest and higher values for each risk measure that we can obtained with the available set of assets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Min Return Std. Dev.:  0.12970349626397973\n",
      "Max Return Std. Dev.:  0.3121064279992899\n",
      "Min Std. Dev.:  0.1037684149785468\n",
      "Max Std. Dev.:  0.21939026367243655\n",
      "\n",
      "Min Return CVaR:  0.11458888779891989\n",
      "Max Return CVaR:  0.31210642854266435\n",
      "Min CVaR:  0.23762686453041693\n",
      "Max CVaR:  0.5141980373025518\n",
      "\n",
      "Min Return Max Drawdown:  0.16948825274027346\n",
      "Max Return Max Drawdown:  0.3121064286542591\n",
      "Min Max Drawdown:  0.08596968087253676\n",
      "Max Max Drawdown:  0.1850672455622686\n"
     ]
    }
   ],
   "source": [
    "risk = ['MV', 'CVaR', 'MDD']\n",
    "label = ['Std. Dev.', 'CVaR', 'Max Drawdown']\n",
    "alpha = 0.05\n",
    "\n",
    "for i in range(3):\n",
    "    limits = port.frontier_limits(model=model, rm=risk[i], rf=rf, hist=hist)\n",
    "    risk_min = rp.Sharpe_Risk(limits['w_min'], cov=cov, returns=returns, rm=risk[i], rf=rf, alpha=alpha)\n",
    "    risk_max = rp.Sharpe_Risk(limits['w_max'], cov=cov, returns=returns, rm=risk[i], rf=rf, alpha=alpha)    \n",
    "\n",
    "    if 'Drawdown' in label[i]:\n",
    "        factor = 1    \n",
    "    else:\n",
    "        factor = 252**0.5\n",
    "\n",
    "    print('\\nMin Return ' + label[i] + ': ', (mu @ limits['w_min']).item() * 252)\n",
    "    print('Max Return ' + label[i] + ': ',  (mu @ limits['w_max']).item() * 252)\n",
    "    print('Min ' + label[i] + ': ', risk_min * factor)\n",
    "    print('Max ' + label[i] + ': ', risk_max * factor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see from the above information, that if our objective function uses Std. Dev. as risk measure, we only can obtain returns between 12.85% and 31.17%, and Std. Dev. between 10.37% and 21.92%. The same applies for the other risk measures. This is very useful because if we put a constraint on max CVaR below 23.75% the optimization problem doesn't have a solution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Calculating the portfolio that maximizes Sharpe ratio with constraints in Return, CVaR and Max Drawdown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
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       "      <th>TMO</th>\n",
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       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.1345%</td>\n",
       "      <td>8.1286%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.0965%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.2793%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4927%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.6012%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.2090%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.2056%</td>\n",
       "      <td>8.9234%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>13.0767%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 2.1345% 8.1286% 0.0000% 0.0000% 12.0965% 0.0000% 2.2793%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.4927%  ... 10.6012% 0.0000% 6.2090% 0.0000% 0.2056% 8.9234%   \n",
       "\n",
       "            TMO     TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% 13.0767% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rm = 'MV' # Risk measure\n",
    "\n",
    "# Constraint on minimum Return\n",
    "port.lowerret = 0.16/252  # We transform annual return to daily return\n",
    "\n",
    "# Constraint on maximum CVaR\n",
    "port.upperCVaR = 0.26/252**0.5 # We transform annual CVaR to daily CVaR\n",
    "\n",
    "# Constraint on maximum Max Drawdown\n",
    "port.uppermdd = 0.131  # We don't need to transform drawdowns risk measures\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w, title='Sharpe Mean CVaR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Calculate Efficient Frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.8258%</td>\n",
       "      <td>8.1429%</td>\n",
       "      <td>1.1158%</td>\n",
       "      <td>1.8639%</td>\n",
       "      <td>8.5536%</td>\n",
       "      <td>2.2107%</td>\n",
       "      <td>1.3941%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.1400%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.2104%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.8929%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.4600%</td>\n",
       "      <td>5.2956%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.0260%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.8931%</td>\n",
       "      <td>8.2406%</td>\n",
       "      <td>0.9954%</td>\n",
       "      <td>1.8205%</td>\n",
       "      <td>8.5854%</td>\n",
       "      <td>2.1823%</td>\n",
       "      <td>1.4102%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0879%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.2818%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.6771%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.4616%</td>\n",
       "      <td>5.3551%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.9984%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.9580%</td>\n",
       "      <td>8.3350%</td>\n",
       "      <td>0.8790%</td>\n",
       "      <td>1.7786%</td>\n",
       "      <td>8.6160%</td>\n",
       "      <td>2.1548%</td>\n",
       "      <td>1.4259%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0376%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.3512%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.4686%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.4629%</td>\n",
       "      <td>5.4125%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.9718%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.0209%</td>\n",
       "      <td>8.4264%</td>\n",
       "      <td>0.7662%</td>\n",
       "      <td>1.7382%</td>\n",
       "      <td>8.6455%</td>\n",
       "      <td>2.1282%</td>\n",
       "      <td>1.4411%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9889%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.4186%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.2666%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.4642%</td>\n",
       "      <td>5.4679%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.9460%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.0820%</td>\n",
       "      <td>8.5151%</td>\n",
       "      <td>0.6570%</td>\n",
       "      <td>1.6989%</td>\n",
       "      <td>8.6743%</td>\n",
       "      <td>2.1024%</td>\n",
       "      <td>1.4557%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9417%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.4836%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.0709%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.4655%</td>\n",
       "      <td>5.5219%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.9210%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE     HPQ  \\\n",
       "0 0.0000% 1.8258% 8.1429% 1.1158% 1.8639% 8.5536% 2.2107% 1.3941% 0.0000%   \n",
       "1 0.0000% 1.8931% 8.2406% 0.9954% 1.8205% 8.5854% 2.1823% 1.4102% 0.0000%   \n",
       "2 0.0000% 1.9580% 8.3350% 0.8790% 1.7786% 8.6160% 2.1548% 1.4259% 0.0000%   \n",
       "3 0.0000% 2.0209% 8.4264% 0.7662% 1.7382% 8.6455% 2.1282% 1.4411% 0.0000%   \n",
       "4 0.0000% 2.0820% 8.5151% 0.6570% 1.6989% 8.6743% 2.1024% 1.4557% 0.0000%   \n",
       "\n",
       "      JCI  ...       NI    PCAR     PSA     SEE       T     TGT     TMO  \\\n",
       "0 1.1400%  ... 13.2104% 0.0000% 9.8929% 0.0000% 5.4600% 5.2956% 0.0000%   \n",
       "1 1.0879%  ... 13.2818% 0.0000% 9.6771% 0.0000% 5.4616% 5.3551% 0.0000%   \n",
       "2 1.0376%  ... 13.3512% 0.0000% 9.4686% 0.0000% 5.4629% 5.4125% 0.0000%   \n",
       "3 0.9889%  ... 13.4186% 0.0000% 9.2666% 0.0000% 5.4642% 5.4679% 0.0000%   \n",
       "4 0.9417%  ... 13.4836% 0.0000% 9.0709% 0.0000% 5.4655% 5.5219% 0.0000%   \n",
       "\n",
       "      TXT      VZ    ZION  \n",
       "0 0.0000% 9.0260% 0.0000%  \n",
       "1 0.0000% 8.9984% 0.0000%  \n",
       "2 0.0000% 8.9718% 0.0000%  \n",
       "3 0.0000% 8.9460% 0.0000%  \n",
       "4 0.0000% 8.9210% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier in Std. Dev. dimension\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the new efficient frontier has a lower bound on returns of 16%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier in CVaR dimension\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm='CVaR',\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the new efficient frontier has a upper bound on CVaR of 26%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier in Max Drawdown dimension\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm='MDD',\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the new efficient frontier has a upper bound on Max Drawdown of 13.1%."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
